{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "原创教程，版权所有。\n",
    "\n",
    "同济子豪兄B站视频专栏：https://space.bilibili.com/1900783\n",
    "\n",
    "玩转UCI心脏病二分类数据集，课件、代码、答疑互动：https://t.zsxq.com/Z7yNZBu\n",
    "\n",
    "子豪兄Python交流QQ群：1077638784\n",
    "\n",
    "子豪兄Kaggle数据科学竞赛交流：481041896\n",
    "\n",
    "微信公众号：人工智能小技巧\n",
    "\n",
    "2020-05-15\n",
    "\n",
    "\n",
    "# 本节概述\n",
    "\n",
    "对uci心脏病数据集进行进一步的数据探索性分析(EDA)和数据可视化，分析单列特征统计分布和特征之间的交互影响。\n",
    "\n",
    "绘制相关性系数矩阵、散点图、直方图、KDE概率密度曲线、小提琴图、柱状图。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 导入工具包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 导入数据集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('heart.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 特征两两相关性分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>sex</th>\n",
       "      <th>cp</th>\n",
       "      <th>trestbps</th>\n",
       "      <th>chol</th>\n",
       "      <th>fbs</th>\n",
       "      <th>restecg</th>\n",
       "      <th>thalach</th>\n",
       "      <th>exang</th>\n",
       "      <th>oldpeak</th>\n",
       "      <th>slope</th>\n",
       "      <th>ca</th>\n",
       "      <th>thal</th>\n",
       "      <th>target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>age</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.098447</td>\n",
       "      <td>-0.068653</td>\n",
       "      <td>0.279351</td>\n",
       "      <td>0.213678</td>\n",
       "      <td>0.121308</td>\n",
       "      <td>-0.116211</td>\n",
       "      <td>-0.398522</td>\n",
       "      <td>0.096801</td>\n",
       "      <td>0.210013</td>\n",
       "      <td>-0.168814</td>\n",
       "      <td>0.276326</td>\n",
       "      <td>0.068001</td>\n",
       "      <td>-0.225439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sex</th>\n",
       "      <td>-0.098447</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.049353</td>\n",
       "      <td>-0.056769</td>\n",
       "      <td>-0.197912</td>\n",
       "      <td>0.045032</td>\n",
       "      <td>-0.058196</td>\n",
       "      <td>-0.044020</td>\n",
       "      <td>0.141664</td>\n",
       "      <td>0.096093</td>\n",
       "      <td>-0.030711</td>\n",
       "      <td>0.118261</td>\n",
       "      <td>0.210041</td>\n",
       "      <td>-0.280937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cp</th>\n",
       "      <td>-0.068653</td>\n",
       "      <td>-0.049353</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.047608</td>\n",
       "      <td>-0.076904</td>\n",
       "      <td>0.094444</td>\n",
       "      <td>0.044421</td>\n",
       "      <td>0.295762</td>\n",
       "      <td>-0.394280</td>\n",
       "      <td>-0.149230</td>\n",
       "      <td>0.119717</td>\n",
       "      <td>-0.181053</td>\n",
       "      <td>-0.161736</td>\n",
       "      <td>0.433798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trestbps</th>\n",
       "      <td>0.279351</td>\n",
       "      <td>-0.056769</td>\n",
       "      <td>0.047608</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.123174</td>\n",
       "      <td>0.177531</td>\n",
       "      <td>-0.114103</td>\n",
       "      <td>-0.046698</td>\n",
       "      <td>0.067616</td>\n",
       "      <td>0.193216</td>\n",
       "      <td>-0.121475</td>\n",
       "      <td>0.101389</td>\n",
       "      <td>0.062210</td>\n",
       "      <td>-0.144931</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chol</th>\n",
       "      <td>0.213678</td>\n",
       "      <td>-0.197912</td>\n",
       "      <td>-0.076904</td>\n",
       "      <td>0.123174</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.013294</td>\n",
       "      <td>-0.151040</td>\n",
       "      <td>-0.009940</td>\n",
       "      <td>0.067023</td>\n",
       "      <td>0.053952</td>\n",
       "      <td>-0.004038</td>\n",
       "      <td>0.070511</td>\n",
       "      <td>0.098803</td>\n",
       "      <td>-0.085239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fbs</th>\n",
       "      <td>0.121308</td>\n",
       "      <td>0.045032</td>\n",
       "      <td>0.094444</td>\n",
       "      <td>0.177531</td>\n",
       "      <td>0.013294</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.084189</td>\n",
       "      <td>-0.008567</td>\n",
       "      <td>0.025665</td>\n",
       "      <td>0.005747</td>\n",
       "      <td>-0.059894</td>\n",
       "      <td>0.137979</td>\n",
       "      <td>-0.032019</td>\n",
       "      <td>-0.028046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>restecg</th>\n",
       "      <td>-0.116211</td>\n",
       "      <td>-0.058196</td>\n",
       "      <td>0.044421</td>\n",
       "      <td>-0.114103</td>\n",
       "      <td>-0.151040</td>\n",
       "      <td>-0.084189</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.044123</td>\n",
       "      <td>-0.070733</td>\n",
       "      <td>-0.058770</td>\n",
       "      <td>0.093045</td>\n",
       "      <td>-0.072042</td>\n",
       "      <td>-0.011981</td>\n",
       "      <td>0.137230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>thalach</th>\n",
       "      <td>-0.398522</td>\n",
       "      <td>-0.044020</td>\n",
       "      <td>0.295762</td>\n",
       "      <td>-0.046698</td>\n",
       "      <td>-0.009940</td>\n",
       "      <td>-0.008567</td>\n",
       "      <td>0.044123</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.378812</td>\n",
       "      <td>-0.344187</td>\n",
       "      <td>0.386784</td>\n",
       "      <td>-0.213177</td>\n",
       "      <td>-0.096439</td>\n",
       "      <td>0.421741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>exang</th>\n",
       "      <td>0.096801</td>\n",
       "      <td>0.141664</td>\n",
       "      <td>-0.394280</td>\n",
       "      <td>0.067616</td>\n",
       "      <td>0.067023</td>\n",
       "      <td>0.025665</td>\n",
       "      <td>-0.070733</td>\n",
       "      <td>-0.378812</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.288223</td>\n",
       "      <td>-0.257748</td>\n",
       "      <td>0.115739</td>\n",
       "      <td>0.206754</td>\n",
       "      <td>-0.436757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>oldpeak</th>\n",
       "      <td>0.210013</td>\n",
       "      <td>0.096093</td>\n",
       "      <td>-0.149230</td>\n",
       "      <td>0.193216</td>\n",
       "      <td>0.053952</td>\n",
       "      <td>0.005747</td>\n",
       "      <td>-0.058770</td>\n",
       "      <td>-0.344187</td>\n",
       "      <td>0.288223</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.577537</td>\n",
       "      <td>0.222682</td>\n",
       "      <td>0.210244</td>\n",
       "      <td>-0.430696</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>slope</th>\n",
       "      <td>-0.168814</td>\n",
       "      <td>-0.030711</td>\n",
       "      <td>0.119717</td>\n",
       "      <td>-0.121475</td>\n",
       "      <td>-0.004038</td>\n",
       "      <td>-0.059894</td>\n",
       "      <td>0.093045</td>\n",
       "      <td>0.386784</td>\n",
       "      <td>-0.257748</td>\n",
       "      <td>-0.577537</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.080155</td>\n",
       "      <td>-0.104764</td>\n",
       "      <td>0.345877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ca</th>\n",
       "      <td>0.276326</td>\n",
       "      <td>0.118261</td>\n",
       "      <td>-0.181053</td>\n",
       "      <td>0.101389</td>\n",
       "      <td>0.070511</td>\n",
       "      <td>0.137979</td>\n",
       "      <td>-0.072042</td>\n",
       "      <td>-0.213177</td>\n",
       "      <td>0.115739</td>\n",
       "      <td>0.222682</td>\n",
       "      <td>-0.080155</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.151832</td>\n",
       "      <td>-0.391724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>thal</th>\n",
       "      <td>0.068001</td>\n",
       "      <td>0.210041</td>\n",
       "      <td>-0.161736</td>\n",
       "      <td>0.062210</td>\n",
       "      <td>0.098803</td>\n",
       "      <td>-0.032019</td>\n",
       "      <td>-0.011981</td>\n",
       "      <td>-0.096439</td>\n",
       "      <td>0.206754</td>\n",
       "      <td>0.210244</td>\n",
       "      <td>-0.104764</td>\n",
       "      <td>0.151832</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.344029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>target</th>\n",
       "      <td>-0.225439</td>\n",
       "      <td>-0.280937</td>\n",
       "      <td>0.433798</td>\n",
       "      <td>-0.144931</td>\n",
       "      <td>-0.085239</td>\n",
       "      <td>-0.028046</td>\n",
       "      <td>0.137230</td>\n",
       "      <td>0.421741</td>\n",
       "      <td>-0.436757</td>\n",
       "      <td>-0.430696</td>\n",
       "      <td>0.345877</td>\n",
       "      <td>-0.391724</td>\n",
       "      <td>-0.344029</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               age       sex        cp  trestbps      chol       fbs  \\\n",
       "age       1.000000 -0.098447 -0.068653  0.279351  0.213678  0.121308   \n",
       "sex      -0.098447  1.000000 -0.049353 -0.056769 -0.197912  0.045032   \n",
       "cp       -0.068653 -0.049353  1.000000  0.047608 -0.076904  0.094444   \n",
       "trestbps  0.279351 -0.056769  0.047608  1.000000  0.123174  0.177531   \n",
       "chol      0.213678 -0.197912 -0.076904  0.123174  1.000000  0.013294   \n",
       "fbs       0.121308  0.045032  0.094444  0.177531  0.013294  1.000000   \n",
       "restecg  -0.116211 -0.058196  0.044421 -0.114103 -0.151040 -0.084189   \n",
       "thalach  -0.398522 -0.044020  0.295762 -0.046698 -0.009940 -0.008567   \n",
       "exang     0.096801  0.141664 -0.394280  0.067616  0.067023  0.025665   \n",
       "oldpeak   0.210013  0.096093 -0.149230  0.193216  0.053952  0.005747   \n",
       "slope    -0.168814 -0.030711  0.119717 -0.121475 -0.004038 -0.059894   \n",
       "ca        0.276326  0.118261 -0.181053  0.101389  0.070511  0.137979   \n",
       "thal      0.068001  0.210041 -0.161736  0.062210  0.098803 -0.032019   \n",
       "target   -0.225439 -0.280937  0.433798 -0.144931 -0.085239 -0.028046   \n",
       "\n",
       "           restecg   thalach     exang   oldpeak     slope        ca  \\\n",
       "age      -0.116211 -0.398522  0.096801  0.210013 -0.168814  0.276326   \n",
       "sex      -0.058196 -0.044020  0.141664  0.096093 -0.030711  0.118261   \n",
       "cp        0.044421  0.295762 -0.394280 -0.149230  0.119717 -0.181053   \n",
       "trestbps -0.114103 -0.046698  0.067616  0.193216 -0.121475  0.101389   \n",
       "chol     -0.151040 -0.009940  0.067023  0.053952 -0.004038  0.070511   \n",
       "fbs      -0.084189 -0.008567  0.025665  0.005747 -0.059894  0.137979   \n",
       "restecg   1.000000  0.044123 -0.070733 -0.058770  0.093045 -0.072042   \n",
       "thalach   0.044123  1.000000 -0.378812 -0.344187  0.386784 -0.213177   \n",
       "exang    -0.070733 -0.378812  1.000000  0.288223 -0.257748  0.115739   \n",
       "oldpeak  -0.058770 -0.344187  0.288223  1.000000 -0.577537  0.222682   \n",
       "slope     0.093045  0.386784 -0.257748 -0.577537  1.000000 -0.080155   \n",
       "ca       -0.072042 -0.213177  0.115739  0.222682 -0.080155  1.000000   \n",
       "thal     -0.011981 -0.096439  0.206754  0.210244 -0.104764  0.151832   \n",
       "target    0.137230  0.421741 -0.436757 -0.430696  0.345877 -0.391724   \n",
       "\n",
       "              thal    target  \n",
       "age       0.068001 -0.225439  \n",
       "sex       0.210041 -0.280937  \n",
       "cp       -0.161736  0.433798  \n",
       "trestbps  0.062210 -0.144931  \n",
       "chol      0.098803 -0.085239  \n",
       "fbs      -0.032019 -0.028046  \n",
       "restecg  -0.011981  0.137230  \n",
       "thalach  -0.096439  0.421741  \n",
       "exang     0.206754 -0.436757  \n",
       "oldpeak   0.210244 -0.430696  \n",
       "slope    -0.104764  0.345877  \n",
       "ca        0.151832 -0.391724  \n",
       "thal      1.000000 -0.344029  \n",
       "target   -0.344029  1.000000  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "sns.heatmap(df.corr(),annot=True,fmt='.1f',square=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.heatmap?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,12))\n",
    "sns.heatmap(df.corr(),vmax=.3, center=0,\n",
    "            square=True, linewidths=.5, cbar_kws={\"shrink\": .5},annot=True, fmt='.1f')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2520x2520 with 210 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 单个特征统计分布分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(df['age'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "77"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['age'].max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "77"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.age.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([63, 37, 41, 56, 57, 44, 52, 54, 48, 49, 64, 58, 50, 66, 43, 69, 59,\n",
       "       42, 61, 40, 71, 51, 65, 53, 46, 45, 39, 47, 62, 34, 35, 29, 55, 60,\n",
       "       67, 68, 74, 76, 70, 38, 77], dtype=int64)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.age.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1    165\n",
       "0    138\n",
       "Name: target, dtype: int64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.target.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x=\"target\", data=df, palette=\"bwr\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAEGCAYAAACKB4k+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAUSElEQVR4nO3dfbRddX3n8feHgFiLKAwXJgM4QSbQosUwXlOVsYViK3W1go44odRGpQY7Yn3qzPjQqazOsJYzFlmOLTqxpECX8qBIxam1piwquqrCjUYgRGp4UCMZcpFW6cCiK+E7f5x9Nyfh3OQm3HP2Def9Wuuss/dv//be30Mu53P2c6oKSZIA9uu6AEnSwmEoSJJahoIkqWUoSJJahoIkqbV/1wU8GYcddlgtWbKk6zIkaZ+ybt26B6pqYtC0fToUlixZwtTUVNdlSNI+Jcn3Zpvm7iNJUstQkCS1DAVJUstQkCS1DAVJUstQkCS1DAVJUstQkCS1DAVJUmufvqJZeip75asv7LoELUBfuO79Q12+WwqSpJahIElqGQqSpNbQQiHJ0UluTLIxyYYkb2/aD02yNsl3m/dD+uZ5b5JNSe5M8oph1SZJGmyYWwrbgHdX1c8CLwbemuQE4D3ADVW1FLihGaeZtgJ4HnA6cEmSRUOsT5K0k6GFQlVtqapvNsMPARuBI4EzgMubbpcDZzbDZwBXVdWjVXUPsAlYPqz6JElPNJJjCkmWACcB3wCOqKot0AsO4PCm25HAD/pm29y07bysVUmmkkxNT08Ps2xJGjtDD4UkBwHXAu+oqp/squuAtnpCQ9XqqpqsqsmJiYFPk5Mk7aWhhkKSA+gFwier6rNN8/1JFjfTFwNbm/bNwNF9sx8F3DfM+iRJOxrm2UcBLgU2VtWH+yZdD6xshlcCn+trX5HkwCTHAEuBm4dVnyTpiYZ5m4uTgdcDtyVZ37S9D/ggcE2Sc4HvA2cBVNWGJNcAd9A7c+mtVbV9iPVJknYytFCoqq8y+DgBwGmzzHMh4A1fJKkjXtEsSWoZCpKklqEgSWoZCpKklqEgSWoZCpKklqEgSWoZCpKklqEgSWoZCpKklqEgSWoZCpKklqEgSWoZCpKklqEgSWoZCpKk1jAfx7kmydYkt/e1XZ1kffO6d+aJbEmWJHmkb9rHh1WXJGl2w3wc52XAHwNXzDRU1X+YGU5yEfDjvv53VdWyIdYjSdqNYT6O86YkSwZNSxLgdcAvDWv9kqQ919UxhZcB91fVd/vajknyrSRfTvKy2WZMsirJVJKp6enp4VcqSWOkq1A4G7iyb3wL8JyqOgl4F/CpJAcPmrGqVlfVZFVNTkxMjKBUSRofIw+FJPsDrwGunmmrqker6kfN8DrgLuC4UdcmSeOuiy2FlwPfqarNMw1JJpIsaoafCywF7u6gNkkaa8M8JfVK4GvA8Uk2Jzm3mbSCHXcdAfwCcGuSbwOfAd5SVQ8OqzZJ0mDDPPvo7Fna3zCg7Vrg2mHVIkmaG69oliS1DAVJUstQkCS1DAVJUstQkCS1DAVJUstQkCS1DAVJUstQkCS1DAVJUstQkCS1DAVJUstQkCS1DAVJUstQkCS1DAVJUmuYT15bk2Rrktv72i5I8sMk65vXK/umvTfJpiR3JnnFsOqSJM1umFsKlwGnD2i/uKqWNa8vACQ5gd5jOp/XzHPJzDObJUmjM7RQqKqbgLk+Z/kM4KqqerSq7gE2AcuHVZskabAujimcn+TWZvfSIU3bkcAP+vpsbtqeIMmqJFNJpqanp4ddqySNlVGHwseAY4FlwBbgoqY9A/rWoAVU1eqqmqyqyYmJieFUKUljaqShUFX3V9X2qnoM+ASP7yLaDBzd1/Uo4L5R1iZJGnEoJFncN/pqYObMpOuBFUkOTHIMsBS4eZS1SZJg/2EtOMmVwCnAYUk2Ax8ATkmyjN6uoXuB8wCqakOSa4A7gG3AW6tq+7BqkyQNNrRQqKqzBzRfuov+FwIXDqseSdLueUWzJKllKEiSWoaCJKllKEiSWoaCJKllKEiSWoaCJKllKEiSWoaCJKllKEiSWoaCJKllKEiSWoaCJKllKEiSWoaCJKllKEiSWkMLhSRrkmxNcntf24eSfCfJrUmuS/Lspn1JkkeSrG9eHx9WXZKk2Q1zS+Ey4PSd2tYCz6+qE4G/B97bN+2uqlrWvN4yxLokSbMYWihU1U3Agzu1famqtjWjXweOGtb6JUl7rstjCm8C/qpv/Jgk30ry5SQvm22mJKuSTCWZmp6eHn6VkjRGOgmFJO8HtgGfbJq2AM+pqpOAdwGfSnLwoHmranVVTVbV5MTExGgKlqQxMfJQSLIS+DXgnKoqgKp6tKp+1AyvA+4Cjht1bZI07kYaCklOB/4L8KqqerivfSLJomb4ucBS4O5R1iZJgv2HteAkVwKnAIcl2Qx8gN7ZRgcCa5MAfL050+gXgD9Msg3YDrylqh4cuGBJ0tDMKRSS3FBVp+2urV9VnT2g+dJZ+l4LXDuXWiRJw7PLUEjydOAZ9H7tHwKkmXQw8K+GXJskacR2t6VwHvAOegGwjsdD4SfAnwyxLklSB3YZClX1EeAjSd5WVR8dUU2SpI7M6ZhCVX00yUuBJf3zVNUVQ6pLktSBuR5o/nPgWGA9vbODAAowFCTpKWSup6ROAifMXGwmSXpqmuvFa7cD/3KYhUiSujfXLYXDgDuS3Aw8OtNYVa8aSlWSpE7MNRQuGGYRkqSFYa5nH3152IVIkro317OPHqJ3thHA04ADgP9XVQNvby1J2jfNdUvhmf3jSc4Elg+lIklSZ/bq1tlV9RfAL81zLZKkjs1199Fr+kb3o3fdgtcsSNJTzFzPPvr1vuFtwL3AGfNejSSpU3M9pvDGYRciSerenI4pJDkqyXVJtia5P8m1SY7azTxrmv6397UdmmRtku8274f0TXtvkk1J7kzyir3/SJKkvTXXA81/BlxP77kKRwKfb9p25TLg9J3a3gPcUFVLgRuacZKcAKwAntfMc8nMM5slSaMz11CYqKo/q6ptzesyYGJXM1TVTcDOz1k+A7i8Gb4cOLOv/aqqerSq7gE24SmvkjRycw2FB5L8ZpJFzes3gR/txfqOqKotAM374U37kcAP+vptbtqeIMmqJFNJpqanp/eiBEnSbOYaCm8CXgf8X2AL8FpgPg8+Z0DbwFNeq2p1VU1W1eTExC43ViRJe2iuofDfgJVVNVFVh9MLiQv2Yn33J1kM0Lxvbdo3A0f39TsKuG8vli9JehLmGgonVtU/zIxU1YPASXuxvuuBlc3wSuBzfe0rkhyY5BhgKXDzXixfkvQkzPXitf2SHDITDEkO3d28Sa4ETgEOS7IZ+ADwQeCaJOcC3wfOAqiqDUmuAe6gd3HcW6tq+8AFz7PTL93dSVQaR18810tzNJ7mGgoXAX+X5DP09vW/DrhwVzNU1dmzTDptlv4X7m6ZkqThmusVzVckmaJ3E7wAr6mqO4ZamSRp5Oa6pUATAgaBJD2F7dWtsyVJT02GgiSpZShIklqGgiSpZShIklqGgiSpZShIklqGgiSpZShIklqGgiSpZShIklqGgiSpZShIklqGgiSpNedbZ8+XJMcDV/c1PRf4A+DZwJuB6ab9fVX1hRGXJ0ljbeShUFV3AssAkiwCfghcB7wRuLiq/mjUNUmSerrefXQacFdVfa/jOiRJdB8KK4Ar+8bPT3JrkjVJDhk0Q5JVSaaSTE1PTw/qIknaS52FQpKnAa8CPt00fQw4lt6upS3ARYPmq6rVVTVZVZMTExMjqVWSxkWXWwq/Cnyzqu4HqKr7q2p7VT0GfAJY3mFtkjSWugyFs+nbdZRkcd+0VwO3j7wiSRpzIz/7CCDJM4BfBs7ra/6fSZYBBdy70zRJ0gh0EgpV9TDwL3Zqe30XtUiSHtf12UeSpAXEUJAktQwFSVLLUJAktQwFSVLLUJAktQwFSVLLUJAktQwFSVLLUJAktQwFSVLLUJAktQwFSVLLUJAktQwFSVLLUJAktbp68tq9wEPAdmBbVU0mORS4GlhC78lrr6uqf+iiPkkaV11uKZxaVcuqarIZfw9wQ1UtBW5oxiVJI7SQdh+dAVzeDF8OnNlhLZI0lroKhQK+lGRdklVN2xFVtQWgeT980IxJViWZSjI1PT09onIlaTx0ckwBOLmq7ktyOLA2yXfmOmNVrQZWA0xOTtawCpSkcdTJlkJV3de8bwWuA5YD9ydZDNC8b+2iNkkaZyMPhSQ/neSZM8PArwC3A9cDK5tuK4HPjbo2SRp3Xew+OgK4LsnM+j9VVV9McgtwTZJzge8DZ3VQmySNtZGHQlXdDbxgQPuPgNNGXY8k6XEL6ZRUSVLHDAVJUstQkCS1DAVJUstQkCS1DAVJUstQkCS1DAVJUstQkCS1DAVJUstQkCS1DAVJUstQkCS1DAVJUstQkCS1DAVJUquLx3EeneTGJBuTbEjy9qb9giQ/TLK+eb1y1LVJ0rjr4nGc24B3V9U3m2c1r0uytpl2cVX9UQc1SZLo5nGcW4AtzfBDSTYCR466DknSE3V6TCHJEuAk4BtN0/lJbk2yJskhs8yzKslUkqnp6ekRVSpJ46GzUEhyEHAt8I6q+gnwMeBYYBm9LYmLBs1XVaurarKqJicmJkZWrySNg05CIckB9ALhk1X1WYCqur+qtlfVY8AngOVd1CZJ46yLs48CXApsrKoP97Uv7uv2auD2UdcmSeOui7OPTgZeD9yWZH3T9j7g7CTLgALuBc7roDZJGmtdnH30VSADJn1h1LVIknbkFc2SpJahIElqGQqSpJahIElqGQqSpJahIElqGQqSpJahIElqGQqSpJahIElqGQqSpJahIElqGQqSpJahIElqGQqSpJahIElqLbhQSHJ6kjuTbErynq7rkaRxsqBCIcki4E+AXwVOoPeIzhO6rUqSxseCCgVgObCpqu6uqn8GrgLO6LgmSRobI39G824cCfygb3wz8PP9HZKsAlY1o/+U5M4R1TYODgMe6LqIhSC//aauS9CO/NtsJL8/H4v517NNWGihkAFttcNI1Wpg9WjKGS9Jpqpqsus6pJ35tzk6C2330Wbg6L7xo4D7OqpFksbOQguFW4ClSY5J8jRgBXB9xzVJ0thYULuPqmpbkvOBvwYWAWuqakPHZY0Td8tpofJvc0RSVbvvJUkaCwtt95EkqUOGgiSpZSjIW4towUqyJsnWJLd3Xcu4MBTGnLcW0QJ3GXB610WME0NB3lpEC1ZV3QQ82HUd48RQ0KBbixzZUS2SOmYoaLe3FpE0PgwFeWsRSS1DQd5aRFLLUBhzVbUNmLm1yEbgGm8tooUiyZXA14Djk2xOcm7XNT3VeZsLSVLLLQVJUstQkCS1DAVJUstQkCS1DAVJUstQ0LxL8v4kG5LcmmR9kp+fp+V+Jslzm+EXJrmtubPr/0oy6MrsPV3+WUk2JrnxyVc76zrekOSPn8T8X0zyj0n+z3zWtYc1XJDk93bT5/wkbxxVTZo/hoLmVZKXAL8G/NuqOhF4OTveW2lvl/s8YFFV3d00fQxYBSxtXvNxJ81zgf9YVafOw7KG5UPA67suYg7WAL/bdRHac4aC5tti4IGqehSgqh6oqvug/XX/5STrkvx1ksVJntU8y+H4ps+VSd48YLnnAJ9r+iwGDq6qr1XvQpsrgDOfTNFJ/gD4d8DHk3woyaLm/ZZmi+e8pt8pzWe4JsnfJ/lgknOS3NxsuRzb9Pv1JN9I8q0kf5PkiAHrnEhybbOOW5KcvLs6q+oG4KEn+VnfkOQvknw+yT3Nr/p3NbV+PcmhTb83N3V9u6nzGQOWdWyz9bIuyVeS/ExT58PAvUmWP5laNXqGgubbl4Cjmy/MS5L8IkCSA4CPAq+tqhfS+yV5YVX9mN4V1ZclWQEcUlWfGLDck4F1zfCR9O7ZNGPgnV2TnNrsvtr59Xc7962qPwSmgHOq6j/R22r4cVW9CHgR8OYkxzTdXwC8Hfg5er/aj6uq5cCfAm9r+nwVeHFVnUTvduT/ecBn+ghwcbOOf9/Mv1eSXDzLZ53toUnPB36D3q3TLwQebmr9GvBbTZ/PVtWLquoF9K52H3Q18Wrgbc2/6e8Bl/RNmwJetrefSd3Yv+sC9NRSVf+U5IX0vgxOBa5uvpim6H0RrW12/y8CtjTzrE1yFr2H/bxglkUvBqab4Tnd2bWqbgSW7eVH+RXgxCSvbcafRW831T8Dt1TVFoAkd9ELQoDb6H1m6N1Y8Opmq+ZpwD0D1vFy4IS+wyEHJ3lmVe3xlkBVvXMPZ7mxWc9DSX4MfL5pvw04sRl+fpL/DjwbOIjerVBaSQ4CXgp8uu8zHNjXZSvwM3tYlzpmKGjeVdV24G+Bv01yG7CS3q/8DVX1kp37J9kP+FngEeBQdtwKmPEI8PRmeDO9L90ZA+/smuRU4OIBy3q4ql66m48Rer+Ad/4iPAV4tK/psb7xx3j8/6mPAh+uquubeS4YsI79gJdU1SO7qWW3klzM44HU76qq+uCA9rl8hsuAM6vq20neAJyy0zL2A/6xqmYL3qfT+3fTPsTdR5pXSY5PsrSvaRnwPeBOYKI5EE2SA5qDxwDvpLd74mxgTbOraWcbgX8D0PxKfyjJi5uzjn6L5nhDv6q6saqWDXjtLhCg96v4d2ZqSXJckp+ew3wzngX8sBleOUufL9HbdUazjmXN+/IkV+zBuqiqd87yWQcFwlw9E9jS/Dc4Z8A6fwLc02zlkZ7+Lb3jAJ+tvI8xFDTfDgIuT3JHklvpPff5guZRn68F/keSbwPrgZcmOQ74beDdVfUV4Cbg9wcs9y/Z8Zfq79DbB78JuAv4q3n+HH8K3AF8M72Hxv9v9mzL+gJ6u1W+AjwwS5/fBSabA9l3AG9p2p/DLL+wm+V9GjgtvbuGvmIPatpT/xX4BrAW+M4sfc4Bzm3+TTew46NcTwb+Zoj1aQi8S6r2CUl+CrgROLnZPfWUleRDwJ9X1a1d17K3kpwEvKuq9oXTZ9XHUNA+o/lVvLGqvt91Ldq1JL8MfLeq7u26Fu0ZQ0GS1PKYgiSpZShIklqGgiSpZShIklqGgiSp9f8BbeSjn8O6eDYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x='sex', data=df, palette=\"mako_r\")\n",
    "plt.xlabel(\"Sex (0 = female, 1= male)\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 单列特征与标签的关系"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "不同年龄段，患心脏病和不患心脏病患者的分布。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.crosstab(df.age,df.target).plot(kind=\"bar\",figsize=(20,6))\n",
    "plt.title('Heart Disease Frequency for Ages')\n",
    "plt.xlabel('Age')\n",
    "plt.ylabel('Frequency')\n",
    "plt.savefig('heartDiseaseAndAges.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "箱型图与小提琴图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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oHWVZ1wGkRWAD8IbMXBMRy4DTM/PxiDgH+GpEHF7a4gLg/Zn5wYiYAt4LvInBv0c7gR3Nz20BPpCZuyPiZ4GPZubFzfPclJmfHeUfTjqWxS8dLYDrIuKdwPcZLF29qvne3sz8avP454BtmfkUQET8S7M9A3g78JmI5xdEPXVE2aWhWPzS0a5mMEXz5sz8XkTsAU5rvnfwiJ9baJlrGFw3ezQz17QXUfrReHFXgieAVzWPfww40JT+u4DXvMg5/wX8akSc1ozyLwfIzMeB/4uIK+H5C8EXLvA6UmcsfpWXmQ8D/93c6HsNMBURswxG/7te5JyvM1jW+k7gc8Asg4u2NOddExF3Anfxwi0uPw18KCJuby4AS53wXT3SSxQRZ2TmkxFxOvAVYH1m7uw6l/TDOMcvvXRbmg9knQZstfS1VDjil6RinOOXpGIsfkkqxuKXpGIsfkkqxuKXpGL+H5a2xHabkBQ1AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(x=df['target'],y=df['age'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(x=df['target'],y=df['age'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "不同性别，患心脏病和不患心脏病患者的分布。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.crosstab(df.sex,df.target).plot(kind=\"bar\",figsize=(15,6),color=['#1CA53B','#AA1111' ])\n",
    "plt.title('Heart Disease Frequency for Sex')\n",
    "plt.xlabel('Sex (0 = Female, 1 = Male)')\n",
    "plt.xticks(rotation=0)\n",
    "plt.legend([\"Haven't Disease\", \"Have Disease\"])\n",
    "plt.ylabel('Frequency')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "不同slope特征下，患心脏病和不患心脏病患者的分布。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.crosstab(df.slope,df.target).plot(kind=\"bar\",figsize=(15,6),color=['#DAF7A6','#FF5733' ])\n",
    "plt.title('Heart Disease Frequency for Slope')\n",
    "plt.xlabel('The Slope of The Peak Exercise ST Segment ')\n",
    "plt.xticks(rotation = 0)\n",
    "plt.ylabel('Frequency')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "不同空腹血糖水平，患心脏病和不患心脏病患者的分布。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.crosstab(df.fbs,df.target).plot(kind=\"bar\",figsize=(15,6),color=['#FFC300','#581845' ])\n",
    "plt.title('Heart Disease Frequency According To FBS')\n",
    "plt.xlabel('FBS - (Fasting Blood Sugar > 120 mg/dl) (1 = true; 0 = false)')\n",
    "plt.xticks(rotation = 0)\n",
    "plt.legend([\"Haven't Disease\", \"Have Disease\"])\n",
    "plt.ylabel('Frequency of Disease or Not')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "不同心绞痛类型，患心脏病和不患心脏病患者的分布。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.crosstab(df.cp,df.target).plot(kind=\"bar\",figsize=(15,6),color=['#11A5AA','#AA1190' ])\n",
    "plt.title('Heart Disease Frequency According To Chest Pain Type')\n",
    "plt.xlabel('Chest Pain Type')\n",
    "plt.xticks(rotation = 0)\n",
    "plt.ylabel('Frequency of Disease or Not')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 散点图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "不同年龄段，不同最大心率，患心脏病和不患心脏病患者的分布。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(x=df.age[df.target==1], y=df.thalach[(df.target==1)], c=\"red\")\n",
    "plt.scatter(x=df.age[df.target==0], y=df.thalach[(df.target==0)], c=\"blue\")\n",
    "plt.legend([\"Disease\", \"Not Disease\"])\n",
    "plt.xlabel(\"Age\")\n",
    "plt.ylabel(\"Maximum Heart Rate\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "不同年龄段，不同性别，患心脏病和不患心脏病患者的分布。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(x='target',y='age',hue='sex',data=df,split=True)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
